Rei

Looks like research is finally going towards new “software” approach instead of hardware augmentation. It was clear that the race to bigger/faster/stronger hardware is mostly a decoy to feed the circular economy between datacenters, hardware producers and model providers. It’s interesting to see more and more labs pursuing different approaches, trying to work around attention or developing completely new - and more efficient - architectures. Soon we’ll see some interesting things in the ai space, maybe not in the direction where everyone is looking at - at least this is where we’re heading. Our own mantra has always been to look at things from a different perspective, allowing us to see more clearly the gap that current approaches are creating and to develop our own vision. Data talks, you just have to listen.

4/ Rei API now supports cloning. Cloned Units mirror the Unit's full state at the time of the clone. Spin up a copy to try a different approach without affecting the original to run parallel experiments. Docs: docs.reilabs.org/docs/api-and-s…

3/ Unit configuration can now be updated directly through the API. docs.reilabs.org/docs/api-and-s…

A few recent updates to Rei Chat and Rei API. 1/ Rei Chat now supports configurable access to specialized tools for each Unit. Toggle Web Search, Image Generation, Chart Generation, Crypto Data, and Academic Research on or off depending on the task.

@_Conan0x 🤝

@rei_labs "0.4 is already behind its successors and we haven't used it in a while"

Bias engineering and bias avoidance are both direct results of how a Unit is trained and evidence of structured learning working as intended in the current build (0.4). Whether to correct for bias or lean into it deliberately is a training decision. Individual training is uncharted territory, especially for markets. Every user who trains a Unit brings a different framework for when to intervene, what to reinforce, what to let drift. Two users starting from the same template will end up with different outcomes. This breakdown is a useful starting reference for training trading Units, but we don't expect optimal methods to exist yet. The more people who train on Core, the more likely someone finds approaches no one has considered. The design space is too large for any single team to explore. 0.4 is already behind its successors and we haven't used it in a while, but it means a lot to us to see people training Units on it and trusting them with real capital.

@De_Mr_Nobody 👍

Would be cool to get an Android App👀

Thank you to all of our iOS TestFlight users over the past few months. Your feedback across 10k sessions and 21 builds has been incredibly valuable. TestFlight access will end soon and may be removed without further notice.

We’re making a set of incremental updates to Rei API and Rei Chat over the next few days. Some of this work touches core request handling, so there may be brief periods of intermittent availability as changes roll out. Once complete, these updates should reduce latency on general queries, cut down on edge-case failures, and improve API stability under load.

R00Ms is now back online for all users. All services will continue to experience intermittent maintenance during this phase.

To learn more about the Code Sandbox: docs.reilabs.org/docs/guides/sa…

Code Sandbox is now back online. All services will continue to experience intermittent maintenance during this phase.

→ Subscription plan, API credits and usage limits are live for existing users to test → Grace period with variable subscription tiers and credits based on activity are applied. Details have been sent to your email. → Some existing in-platform data sources will undergo replacement during this period to improve data quality and accuracy. We'll communicate more on this topic further. More on the next phases to follow.

As we roll out our release schedule, Phase 1 of transitioning out of closed beta is now underway. Thank you to our beta users for your feedback and support. Expect almost daily maintenance in production including Sandbox during this phase. A brief overview below ↓

A CLI for Units with repo-aware coding and resumable sessions. Very cool to see useful tools built in the community.

Service Notice: New account registrations are currently paused. The waitlist is now closed and invite codes have been retired. No action is needed from existing accounts but brief interruptions may occur as we finalize updates. Thank you for being part of this phase.

While training may differ a lot depending on the field, below is a short guide with general best practices. docs.reilabs.org/docs/guides/un…

Self-evolving Units are constantly learning through interactions with their user. The quality of training shapes the trajectory of evolution. With adaptive AI, the user’s ability to teach is the new ceiling. Great to see experiments and explorations in different specializations.